Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "15"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 15 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 36 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 34 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 15, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% 1.230071 0.298325 2.366047 1.688404 -0.206171 -0.462081 1.116301 1.750867 0.7712 0.7495 0.3325 2.082221 1.607169
2459850 digital_ok 0.00% 0.00% 0.00% 0.58% 18.02% 0.00% 0.035891 0.328525 2.147653 1.280351 -0.658200 -0.375441 1.465579 1.218152 0.7466 0.7539 0.3554 1.809808 1.528575
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -0.029166 0.308022 1.289964 -0.477224 -0.330557 0.058090 -0.065595 3.849836 0.7457 0.7462 0.3611 1.648891 1.497831
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% 0.911910 0.463746 -0.858642 -1.044901 0.725486 -0.811354 0.046631 0.965703 0.7244 0.7492 0.3808 1.561299 1.449661
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% 0.796773 0.361114 -0.897379 -0.909224 -0.165903 -0.750383 0.734678 3.064574 0.7298 0.6843 0.4317 1.643963 1.541884
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% 0.380635 0.295768 -0.726186 -0.614366 0.987191 1.495074 2.056270 1.051711 0.8448 0.6808 0.4937 1.808496 1.724982
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.165230 0.870121 -0.285009 0.006116 -0.324028 0.469776 1.185661 7.965339 0.7407 0.7565 0.3702 5.391535 5.474278
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.585267 -0.542661 3.465166 2.646444 -0.682622 0.900033 -1.015636 -0.494023 0.0277 0.0253 0.0015 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 0.825532 0.917353 1.106333 0.484750 1.120630 0.092416 3.967481 4.487072 0.7480 0.7510 0.3818 4.628280 4.121959
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.709472 -0.134529 1.135404 1.153434 0.343633 0.275754 4.598111 2.476929 0.7465 0.6455 0.2748 4.485249 4.899539
2459841 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.237131 -0.851532 1.416946 0.931757 -1.595825 0.698787 -0.751638 2.913423 0.0283 0.0251 0.0020 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.238629 0.175288 -0.420644 -0.153806 -0.297488 0.577284 -0.214277 0.373281 0.0258 0.0232 0.0017 nan nan
2459839 digital_ok 100.00% - - - - - -1.282891 -0.926407 4.196553 3.382353 0.875334 4.373419 -0.802239 -0.580466 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.413818 0.238111 0.884016 0.371354 -0.594702 -1.177795 1.100492 0.025081 0.7416 0.6809 0.4179 1.980380 1.836655
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0345 0.0343 0.0008 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.024928 -0.675076 -0.919298 -0.800567 -0.399669 -1.325795 -0.721130 0.202223 0.0294 0.0291 0.0009 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.115259 0.458217 -1.095291 -1.047103 -0.626712 -1.274499 -0.360358 -0.168133 0.8068 0.5084 0.6103 1.674045 1.608003
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.141439 -0.784983 -1.349075 -0.169142 -0.180779 -0.247127 -0.239566 0.262282 0.0299 0.0330 0.0027 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.471300 0.967312 1.101619 0.620300 -0.853729 -0.632336 -0.274044 0.301790 0.8008 0.4955 0.6046 1.652048 1.481165
2459829 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 99.35% 0.850048 1.481534 1.626675 0.628049 -0.756527 1.680408 0.311472 2.711252 0.7460 0.6374 0.4347 5.812405 1.824813
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.098196 1.643322 1.488373 0.654657 -0.092920 -0.186222 0.725187 3.888141 0.8001 0.5202 0.5681 1.770503 1.485636
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.463823 0.883879 1.839110 0.470323 -0.941232 -0.679230 -0.049496 7.132524 0.7541 0.6445 0.4369 11.499681 11.551291
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 2.63% 0.672683 1.140176 1.369220 0.662181 -0.732769 -0.715615 0.460531 0.162492 0.7975 0.5393 0.5444 1.876973 1.458928
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.355368 0.747757 1.197907 0.850090 7.976820 7.741666 3.877347 4.240024 0.7956 0.5445 0.5457 3.381213 2.692796
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.045235 0.373610 1.306875 0.341704 7.881001 7.860668 14.628566 15.077526 0.7016 0.6867 0.4088 2.724829 2.699503
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.619863 1.351172 -0.743170 -0.647324 -0.480694 -0.128103 1.522333 1.215017 0.7553 0.6000 0.4988 2.645347 3.036308
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.325873 1.426272 1.868166 1.285922 4.363138 3.879691 8.613853 4.754666 0.7998 0.5722 0.5347 4.583715 4.880186
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.232696 2.448186 2.141603 0.687321 1.759942 1.459230 3.502714 6.272577 0.7924 0.5878 0.5223 4.446941 4.267554
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.53% 0.598934 1.601245 1.766431 0.792701 -0.529828 0.245926 -0.110608 1.309048 0.7741 0.6612 0.4383 2.114325 1.985775
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.239734 1.664666 1.764300 0.973535 0.862128 -0.053677 3.099808 1.765496 0.8056 0.6398 0.5296 2.255464 2.078288
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.534576 0.414122 1.542363 1.218075 0.843893 -0.217650 2.045204 1.713855 0.8435 0.5755 0.6048 1.749866 1.542021
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.513661 1.028076 -0.903242 -0.967872 -1.150224 -0.164079 -0.354755 0.367564 0.7938 0.6436 0.5344 2.330361 2.262183
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 15: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Power 2.366047 1.230071 0.298325 2.366047 1.688404 -0.206171 -0.462081 1.116301 1.750867

Antenna 15: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Power 2.147653 0.035891 0.328525 2.147653 1.280351 -0.658200 -0.375441 1.465579 1.218152

Antenna 15: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 3.849836 -0.029166 0.308022 1.289964 -0.477224 -0.330557 0.058090 -0.065595 3.849836

Antenna 15: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 0.965703 0.463746 0.911910 -1.044901 -0.858642 -0.811354 0.725486 0.965703 0.046631

Antenna 15: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 3.064574 0.361114 0.796773 -0.909224 -0.897379 -0.750383 -0.165903 3.064574 0.734678

Antenna 15: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 2.056270 0.380635 0.295768 -0.726186 -0.614366 0.987191 1.495074 2.056270 1.051711

Antenna 15: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 7.965339 0.870121 1.165230 0.006116 -0.285009 0.469776 -0.324028 7.965339 1.185661

Antenna 15: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Power 3.465166 0.585267 -0.542661 3.465166 2.646444 -0.682622 0.900033 -1.015636 -0.494023

Antenna 15: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 4.487072 0.917353 0.825532 0.484750 1.106333 0.092416 1.120630 4.487072 3.967481

Antenna 15: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 4.598111 -0.709472 -0.134529 1.135404 1.153434 0.343633 0.275754 4.598111 2.476929

Antenna 15: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 2.913423 -0.237131 -0.851532 1.416946 0.931757 -1.595825 0.698787 -0.751638 2.913423

Antenna 15: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Variability 0.577284 -1.238629 0.175288 -0.420644 -0.153806 -0.297488 0.577284 -0.214277 0.373281

Antenna 15: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Variability 4.373419 -0.926407 -1.282891 3.382353 4.196553 4.373419 0.875334 -0.580466 -0.802239

Antenna 15: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 1.100492 0.238111 0.413818 0.371354 0.884016 -1.177795 -0.594702 0.025081 1.100492

Antenna 15: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 15: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 0.202223 -0.675076 -1.024928 -0.800567 -0.919298 -1.325795 -0.399669 0.202223 -0.721130

Antenna 15: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape 0.458217 -0.115259 0.458217 -1.095291 -1.047103 -0.626712 -1.274499 -0.360358 -0.168133

Antenna 15: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 0.262282 -1.141439 -0.784983 -1.349075 -0.169142 -0.180779 -0.247127 -0.239566 0.262282

Antenna 15: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Power 1.101619 0.471300 0.967312 1.101619 0.620300 -0.853729 -0.632336 -0.274044 0.301790

Antenna 15: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 2.711252 1.481534 0.850048 0.628049 1.626675 1.680408 -0.756527 2.711252 0.311472

Antenna 15: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 3.888141 1.643322 1.098196 0.654657 1.488373 -0.186222 -0.092920 3.888141 0.725187

Antenna 15: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 7.132524 0.463823 0.883879 1.839110 0.470323 -0.941232 -0.679230 -0.049496 7.132524

Antenna 15: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Power 1.369220 1.140176 0.672683 0.662181 1.369220 -0.715615 -0.732769 0.162492 0.460531

Antenna 15: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Variability 7.976820 0.747757 0.355368 0.850090 1.197907 7.741666 7.976820 4.240024 3.877347

Antenna 15: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 15.077526 0.045235 0.373610 1.306875 0.341704 7.881001 7.860668 14.628566 15.077526

Antenna 15: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 1.522333 1.351172 0.619863 -0.647324 -0.743170 -0.128103 -0.480694 1.215017 1.522333

Antenna 15: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 8.613853 1.325873 1.426272 1.868166 1.285922 4.363138 3.879691 8.613853 4.754666

Antenna 15: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 6.272577 2.448186 2.232696 0.687321 2.141603 1.459230 1.759942 6.272577 3.502714

Antenna 15: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Power 1.766431 0.598934 1.601245 1.766431 0.792701 -0.529828 0.245926 -0.110608 1.309048

Antenna 15: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 3.099808 1.239734 1.664666 1.764300 0.973535 0.862128 -0.053677 3.099808 1.765496

Antenna 15: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Temporal Discontinuties 2.045204 0.414122 0.534576 1.218075 1.542363 -0.217650 0.843893 1.713855 2.045204

Antenna 15: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape 1.028076 1.028076 0.513661 -0.967872 -0.903242 -0.164079 -1.150224 0.367564 -0.354755

Antenna 15: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 15: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: